93 lines
3.1 KiB
Docker
93 lines
3.1 KiB
Docker
###################
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# Builder Stage
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FROM nvidia/cuda:11.7.1-devel-ubuntu22.04 AS builder
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ARG DEBIAN_FRONTEND=noninteractive
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# Don't write .pyc bytecode
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ENV PYTHONDONTWRITEBYTECODE=1
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# Create workspace working directory
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RUN mkdir /build
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WORKDIR /build
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RUN rm -f /etc/apt/apt.conf.d/docker-clean; echo 'Binary::apt::APT::Keep-Downloaded-Packages "true";' > /etc/apt/apt.conf.d/keep-cache
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
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--mount=type=cache,target=/var/lib/apt,sharing=locked \
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apt update && apt-get install -y \
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git wget build-essential \
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python3-venv python3-pip \
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gnupg ca-certificates \
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&& update-ca-certificates
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ENV VIRTUAL_ENV=/workspace/venv
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ENV PATH="$VIRTUAL_ENV/bin:$PATH"
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ADD requirements.txt /build
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RUN --mount=type=cache,target=/root/.cache/pip \
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python3 -m venv ${VIRTUAL_ENV} && \
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pip install -U -I torch==1.13.1+cu117 torchvision==0.14.1+cu117 --extra-index-url "https://download.pytorch.org/whl/cu117" && \
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pip install -r requirements.txt && \
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pip install --pre --no-deps xformers==0.0.17.dev451
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# In case of emergency, build xformers from scratch
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# export FORCE_CUDA=1 && export TORCH_CUDA_ARCH_LIST="7.5;8.0;8.6" && export CUDA_VISIBLE_DEVICES=0 && \
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# pip install --no-deps git+https://github.com/facebookresearch/xformers.git@48a77cc#egg=xformers
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###################
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# Runtime Stage
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FROM nvidia/cuda:11.7.1-runtime-ubuntu22.04 as runtime
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# Use bash shell
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SHELL ["/bin/bash", "-o", "pipefail", "-c"]
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ENV DEBIAN_FRONTEND noninteractive\
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SHELL=/bin/bash
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# Python logs go strait to stdout/stderr w/o buffering
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ENV PYTHONUNBUFFERED=1
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# Don't write .pyc bytecode
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ENV PYTHONDONTWRITEBYTECODE=1
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
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--mount=type=cache,target=/var/lib/apt,sharing=locked \
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apt update && apt install -y --no-install-recommends \
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wget bash curl git git-lfs vim tmux \
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build-essential lsb-release \
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python3-pip python3-venv \
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openssh-server \
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gnupg ca-certificates && \
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update-ca-certificates && \
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apt-get clean && \
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rm -rf /var/lib/apt/lists/* && \
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echo "en_US.UTF-8 UTF-8" > /etc/locale.gen
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# Install runpodctl
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RUN wget https://github.com/runpod/runpodctl/releases/download/v1.9.0/runpodctl-linux-amd -O runpodctl && \
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chmod a+x runpodctl && \
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mv runpodctl /usr/local/bin
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ENV VIRTUAL_ENV=/workspace/venv
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ENV PATH="$VIRTUAL_ENV/bin:$PATH"
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COPY --from=builder ${VIRTUAL_ENV} ${VIRTUAL_ENV}
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RUN echo "source ${VIRTUAL_ENV}/bin/activate" >> /root/.bashrc
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# Workaround for:
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# https://github.com/TimDettmers/bitsandbytes/issues/62
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# https://github.com/TimDettmers/bitsandbytes/issues/73
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ENV LD_LIBRARY_PATH="/usr/local/cuda-11.7/targets/x86_64-linux/lib"
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RUN ln /usr/local/cuda-11.7/targets/x86_64-linux/lib/libcudart.so.11.0 /usr/local/cuda-11.7/targets/x86_64-linux/lib/libcudart.so
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RUN pip install bitsandbytes==0.37.0
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WORKDIR /workspace
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RUN git clone https://github.com/victorchall/EveryDream2trainer
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WORKDIR /workspace/EveryDream2trainer
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RUN python utils/get_yamls.py && \
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mkdir -p logs && mkdir -p input
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ADD welcome.txt /
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ADD start.sh /
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RUN chmod +x /start.sh
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CMD [ "/start.sh" ]
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